3. Data, Science & AI

Enables seamless integration and management of diverse LLMs via OpenRouter API for AI-driven applications.

Expertise in optimizing Venice AI platform for prompt caching, API integration, cost reduction, and multi-provider AI model access.

Provides a guide for managing SQLite databases using Prisma ORM, including schema definition and query operations.

Manages knowledge graphs and reasoning operations, including concept extraction, memory manipulation, and workflow execution for AI knowledge systems.

Provides parameters, charge conventions, and invocation patterns for running Psi4 RT-Ehrenfest driver (rtehrenfest) with MaxwellLink.

Guides users in setting up, selecting solvers, and executing MaxwellLink simulations with optimal HPC and post-processing workflows.

Configures ASE driver for classical/BOMD dynamics in MaxwellLink, including charge conventions and socket invocation patterns.

Provides canonical MaxwellLink workflow for computational physics simulations, managing socket/embedded coupling, units/time handling, and MPI/HPC invariants.

Enables MaxwellLink laser-driven (prescribed-field) simulations with pulse setup and coupling-axis conventions for electromagnetic physics modeling.

Enables fast prototyping and regression using MaxwellLink's single-mode cavity solver in socket or embedded mode.

Enables coupling MaxwellLink with LAMMPS using the `fix mxl` command, including build, installation, and socket connection setup.

Provides a first-aid checklist for MaxwellLink simulation issues, covering socket, unit, and driver configuration.

Provides correct parameter configuration for QuTiP molecular driver (TLS/custom Hamiltonians) in MaxwellLink for socket or embedded mode quantum simulations.

Provides workflows for MaxwellLink and Meep FDTD simulations, covering embedded/socket coupling, MPI considerations, and template recommendations.

Provides required inputs, parameters, and invocation patterns for running Psi4's RT-TDDFT driver (rttddft) with MaxwellLink.

Extracts, exports, and plots MaxwellLink simulation outputs including cavity histories and spectra for electromagnetic analysis.

Systematically tests OpenCode models, optimizes agent configurations, and identifies performance metrics for AI model benchmarking.

Executes Supabase database operations including queries, writes, and migrations with safety checks and type generation.

Provides Supabase database management utilities including query execution, migration, and type generation with safety checks for write operations.

Enables creation of dedicated sub-agents to handle specific tasks concurrently within an AI workflow.

Provides schema design guidance, query optimization, and migration safety checks for junior developers building database models and SQL applications.

Provides publication-quality visualization guidance for Bayesian posterior distributions from nested sampling and MCMC chains, supporting tools like PolyChord and MultiNest.

Processes and transforms structured data using jq for JSON and yq for YAML/TOML, enabling efficient querying and filtering of configuration files.

Decomposes complex problems into atomic reasoning units with confidence tracking and backtracking for advanced problem-solving.